Lessons from Real-World Automated Grading and Simulation Systems

Exploring practical lessons from deploying automated grading and simulation systems in real-world educational settings. How do grader bias, incomplete data, and student feedback shape system development?

Organization

Spark Sessions

Venue

Faculty of Computer and Information Science

Večna pot 113

Ljubljana, Slovenia

Date

November 18, 2025

Event URL

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In this talk, I explored practical lessons from deploying automated grading and simulation systems in real-world educational settings. How do grader bias, incomplete data, and student feedback shape our system development? How to make automated feedback not only accurate and scalable, but also constructive and fair? I shared insights from production-ready interactive learning experiences.

Event Details

Date: Tuesday, November 18, 2025
Time: 6:00 PM - 7:00 PM
Location: Faculty of Computer and Information Science, Ljubljana
Event: Spark Sessions #5

About This Event

The Spark Sessions are a recurring event designed to facilitate the exchange of ideas and inspiration. The event consists of several snappy presentations, followed by a casual gathering with refreshments.

Talk Abstract

Title: Lessons from Real-World Automated Grading and Simulation Systems

Summary: In this talk, we’ll explore practical lessons from deploying automated grading and simulation systems in real-world educational settings. How do grader bias, incomplete data, and student feedback shape our system development? How to make automated feedback not only accurate and scalable, but also constructive and fair? We’ll share insights from production-ready interactive learning experiences.

Speaker Bio

Frenk Dragar is the Founder of Trivial Group, a boutique AI development and consulting company based in Slovenia. He specializes in rapid prototyping and building MVPs that evolve into production-ready systems, with a strong focus on early-stage innovation.